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Debug Distributed

Category: Engineering  ·  Sub-category: engineering-misc  ·  Last updated:
type:debug
Guide for debugging distributed training issues in AReaL. Use when user encounters hangs, wrong results, OOM, or communication errors.

From the source SKILL.md

Debugging guide for distributed training issues in AReaL (FSDP2, TP, CP, EP).

What this skill does

Debug Distributed is a community-contributed Claude Code skill in the engineering-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/debug-distributed/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when user encounters hangs, wrong results, OOM, or communication errors.

Who uses this skill

The Debug Distributed Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 116,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/debug-distributed
curl -L https://claudskills.com/skills/debug-distributed/SKILL.md \
  -o ~/.claude/skills/debug-distributed/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/debug-distributed/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/debug-distributed/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\debug-distributed\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Debug Distributed Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/debug-distributed/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Debug Distributed skill do?
Guide for debugging distributed training issues in AReaL. Use when user encounters hangs, wrong results, OOM, or communication errors.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Debug Distributed skill?
Use Debug Distributed when your Claude Code task falls under the Engineering category — specifically in the engineering misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Debug Distributed" or describe the task and let Claude pick). Browse related skills at /category/engineering/.
What is a Claude Code skill and how does the Debug Distributed skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Debug Distributed is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
inclusionAI. (2026). Debug Distributed [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/debug-distributed/
BibTeX
@misc{debug-distributed-2026,
  author    = {inclusionAI},
  title     = {Debug Distributed [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/debug-distributed/}
}

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